Pith Number

pith:VGCB7EZS

pith:2022:VGCB7EZSSU2SGURZPTG2OL4AIP

not attested not anchored not stored refs pending

What is a Good Metric to Study Generalization of Minimax Learners?

Asuman Ozdaglar, Jiawei Zhang, Kaiqing Zhang, Sarath Pattathil

arxiv:2206.04502 v2 · 2022-06-09 · stat.ML · cs.LG · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VGCB7EZSSU2SGURZPTG2OL4AIP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Everywhere Learning: Artificial Intelligence with Pointwise Constraints

Stochastic Optimization and Data Science

Receipt and verification

First computed	2026-07-05T04:33:00.754897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9841f933295352352397ccda72f8043d1410b948ea4f4be9bcd173822d88404

Aliases

arxiv: 2206.04502 · arxiv_version: 2206.04502v2 · doi: 10.48550/arxiv.2206.04502 · pith_short_12: VGCB7EZSSU2S · pith_short_16: VGCB7EZSSU2SGURZ · pith_short_8: VGCB7EZS

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VGCB7EZSSU2SGURZPTG2OL4AIP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: a9841f933295352352397ccda72f8043d1410b948ea4f4be9bcd173822d88404

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "307fdc25dc38139723da7c2560f93438684c64525a069901b91df59fe05499b8",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-06-09T13:39:06Z",
    "title_canon_sha256": "bab1a4f7b57cad0f58d6c799a4b90d583528281cdc68c2dc7e74af6279dfdcce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04502",
    "kind": "arxiv",
    "version": 2
  }
}